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I tested 3 models as AI agent quality inspectors: the stronger the model, the more valid work it rejects

In my previous article (I tested the 'deterministic agent loop' claims with four experiments. They...

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I tested 3 models as AI agent quality inspectors: the stronger the model, the more valid work it rejects

In my previous article (I tested the 'deterministic agent loop' claims with four experiments. They...

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Agentic AI Testing: Methods & Best Practices

Learn how to test AI agents beyond model outputs—covering trajectory evaluation, tool testing, observability, and infrastructure for production reliability.

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domenica 5 luglio 2026·redis.io
Agentic AI Testing: Methods & Best Practices
Learn how to test AI agents beyond model outputs—covering trajectory evaluation, tool testing, observability, and infrastructure for production reliability.
domenica 5 luglio 2026·dev.to
I tested the 'deterministic agent loop' claims with four experiments. They all failed — including my own fix.
A certain genre of "production-grade AI agent" article has been making the rounds. You know the...

I tested 3 models as AI agent quality inspectors: the stronger the model, the more valid work it rejects

Agentic AI Testing: Methods & Best Practices

Timeline cronologica

Agentic AI Testing: Methods & Best Practices

I tested the 'deterministic agent loop' claims with four experiments. They all failed — including my own fix.

I tested 3 models as AI agent quality inspectors: the stronger the model, the more valid work it rejects

I designed a Harness to fix my agent's quality problem — then found 6 flaws in my own design